PASCAL Bootcamp in Machine Learning, Vilanova 2007
22 Videos · Jul 2, 2007
About
Pascal Boot camp is meant to be a crossroad between a summer school and a strong workshop session. ;And the following professors kindly accepted to participate: :Isabelle Guyon, Ulrike von Luxburg, Mark Girolami, Colin de la Higuera, Joaquín Quiñonero, Florence d'Alche-Buc, William Triggs, Mikaela Keller, Amir Saffari, Cecilio Angulo, Mario Martín, Lluís Belanche.
The main topics developed in this summercamp will be:
- Basic Math and TCS for Machine Learning
- Useful existing software for Machine Learning
- Introduction to Machine Learning
- Theoretical frameworks and foundations
- Experimental Machine Learning
- Feature extraction and model selection
- Graphical models
- Kernel methods and linear predictors
- Clustering
- General view of application areas
- Machine learning in vision
- Machine learning in user interfaces
- Machine learning for data mining
Videos
Introduction and Panels
PANEL: Experiences in research, teaching, and applications of ML
Jul 9, 2007 21980 views
Introduction and Welcome to the PASCAL Bootcamp in Machine Learning 2007
Jul 2, 2007 5008 views
Lectures
Feature construction
Nov 6, 2007 10352 views
Kernels and Gaussian Processes
Jul 9, 2007 17422 views
The EM algorithm and Mixtures of Gaussians
Jul 6, 2007 25748 views
Probability, Information Theory and Bayesian Inference
Jul 5, 2007 39578 views
Casuality and feature selection
Nov 14, 2007 7398 views
Other ML/DM software (R, Weka, Yale)
Jul 5, 2007 17329 views
Basics of probability and statistics
Jul 2, 2007 282436 views
Basics of algorithmics, computation models, formal languages
Jul 2, 2007 20029 views
Introduction to feature selection
Jul 4, 2007 41398 views
Learning without overlearning
Jul 4, 2007 11007 views
Machine Learning in Vision
Jul 12, 2007 16578 views
Introduction to CLOP Machine Learning Toolbox
Jul 2, 2007 6897 views
ML in Bioinformatics
Oct 30, 2007 13073 views
Lectures on Clustering
Jul 9, 2007 86727 views
Introduction to Machine Learning
Jul 2, 2007 66769 views
Embedded Methods
Jul 5, 2007 12344 views
Theory and Applications of Kernel Space
Jul 11, 2007 13301 views
Student Sessions
An Introduction to Ensemble and Boosting
Jul 10, 2007 12564 views
Learning the topology of a data set
Jul 12, 2007 6881 views
System for extracting data (facts) from large amount of unstructured documents
Jul 12, 2007 7404 views